Methods › Graphs › Graph Representation Learning

Graph Representation Learning

15 methods 9,583 papers tagged archive 2025-07-28

graph embeddings, can be homogeneous graph or heterogeneous graph

Methods

All 15 methods in this collection, most-tagged first. Year is the archive's introduced_year; the archive stores 2000 when it has none, shown here as “–”. Papers counts distinct papers the archive tags with the method. Click a heading to sort.

Contrastive Learning – 5,057
Graph Neural Network – 2,694
AWARE Attentive Walk-Aggregating Graph Neural Network – 1,883
GCA Graph Contrastive learning with Adaptive augmentation – 16
MEI Multi-partition Embedding Interaction – 14
APPNP Approximation of Personalized Propagation of Neural Predictions – 9
GraphCL Graph contrastive learning with augmentations – 7
GraphSAINT Graph sampling based inductive learning method – 7
iGCL Implicit Graph Contrastive Learning – 4
InfoGraph – 3
L-GCN Learnable adjacency matrix GCN – 3
AD-GCL Adversarial Graph Contrastive Learning – 2
GFSA Graph Finite-State Automaton – 2
DeepDrug – 1
DyGED Dynamic Graph Event Detection – 1